多智能体 RL论文趋势 2023–2026

博弈与 MARL

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,126 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

多智能体 RL论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023883780106311
20241473982105373
202525591115113574
2026319153224172868

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部多智能体 RL论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 172 篇，第 1 / 4 页

  1. CVPR 20263M-TI High-Quality Mobile Thermal Imaging via Calibration-free Multi-Camera Cross-Modal Diffusion
  2. CVPR 2026A Multi-Agent Perception-Action Alliance for Efficient Long Video Reasoning
  3. CVPR 2026A Sanity Check for Multi-In-Domain Face Forgery Detection in the
  4. CVPR 2026Adaptive Data Augmentation with Multi-armed Bandit Sample-Efficient Embedding Calibration for
  5. CVPR 2026Agent4FaceForgery Multi-Agent LLM Framework for Realistic Face Forgery Detection
  6. CVPR 2026AlignPose Generalizable 6D Pose Estimation via Multi-view Feature-metric Alignment
  7. CVPR 2026Anti-Degradation Lifelong Multi-View Clustering
  8. CVPR 2026Any Resolution Any Geometry From Multi-View To Multi-Patch
  9. CVPR 2026AREA3D Active Reconstruction Agent with Unified Feed-Forward 3D Perception and
  10. CVPR 2026AURA Multi-modal Shared Autonomy for Urban Navigation
  11. CVPR 2026Beyond Rule-Based Agents Active Markov Games for Realistic Multi-Agent Interaction
  12. CVPR 2026Beyond Single Solution Multi-Hypothesis Deep Unfolding Network for Image Compressive
  13. CVPR 2026Breaking Smooth-Motion Assumptions A UAV Benchmark for Multi-Object Tracking in
  14. CVPR 2026Breaking the Scalability Limit of Multi-Projector Calibration with Embedded Cameras
  15. CVPR 2026Bulk RNA-seq Guided Multi-modal Detection of Anomalous Regions in Human
  16. CVPR 2026CausalLens Sensitivity-Guided Multi-Head Causal Intervention for Hallucination Mitigation in Large
  17. CVPR 2026Chain-of-Thought Guided Multi-Modal Object Re-Identification
  18. CVPR 2026Changes in Real Time Online Scene Change Detection with Multi-View
  19. CVPR 2026ChronoGS Disentangling Invariants and Changes in Multi-Period Scenes
  20. CVPR 2026Circular-DPO Aligning Multi-Stage 3D Generative Models via Preference Feedback Loop
  21. CVPR 2026Cluster-aware Anchor Learning for Multi-View Clustering
  22. CVPR 2026CoIn3D Revisiting Configuration-Invariant Multi-Camera 3D Object Detection
  23. CVPR 2026Collaborative Multi-Mode Pruning for Vision-Language Models
  24. CVPR 2026Conan Progressive Learning to Reason Like a Detective over Multi-Scale
  25. CVPR 2026Confidence-Guided Multi-Scale Aggregation for Sparse-View High-Resolution 3D Gaussian Splatting
  26. CVPR 2026Consensus Entropy Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR
  27. CVPR 2026Correspondence-Attention Alignment for Multi-View Diffusion Models
  28. CVPR 2026CRIT Graph-Based Automatic Data Synthesis to Enhance Cross-Modal Multi-Hop Reasoning
  29. CVPR 2026Cross-Slice Knowledge Transfer via Masked Multi-Modal Heterogeneous Graph Contrastive Learning
  30. CVPR 2026Cross-View Distillation and Adaptive Masking for Incomplete Multi-View Multi-Label Classification
  31. CVPR 2026CUE Concept-Aware Multi-Label Expansion to Mitigate Concept Confusion in Long-Tailed
  32. CVPR 2026CustomTex High-fidelity Indoor Scene Texturing via Multi-Reference Customization
  33. CVPR 2026DF2-VB Dual-level Fuzzy Fusion with View-specific Boosting for Multi-view Multi-label
  34. CVPR 2026DRAMA Next-Gen Dynamic Orchestration for Resilient Multi-Agent Ecosystems in Flux
  35. CVPR 2026DSERT-RoLL Robust Multi-Modal Perception for Diverse Driving Conditions with Stereo
  36. CVPR 2026DyaDiT A Multi-Modal Diffusion Transformer for Socially Favorable Dyadic Gesture
  37. CVPR 2026Ego2Web A Web Agent Benchmark Grounded in Egocentric Videos
  38. CVPR 2026EpiAgent An Agent-Centric System for Ancient Inscription Restoration
  39. CVPR 2026EReCu Pseudo-label Evolution Fusion and Refinement with Multi-Cue Learning for
  40. CVPR 2026Evolving Contextual Safety in Multi-Modal Large Language Models via Inference-Time
  41. CVPR 2026FedHarmony Harmonizing Heterogeneous Label Correlations in Federated Multi-Label Learning
  42. CVPR 2026From Detection to Association Learning Discriminative Object Embeddings for Multi-Object
  43. CVPR 2026FusionAgent A Multimodal Agent with Dynamic Model Selection for Human
  44. CVPR 2026GaussianMatch Semi-Supervised Regression with Pseudo-Label Filtering via Multi-View Gaussian Consistency
  45. CVPR 2026GazeOnce360 Fisheye-Based 360deg Multi-Person Gaze Estimation with Global-Local Feature Fusion
  46. CVPR 2026GeoBridge A Semantic-Anchored Multi-View Foundation Model Bridging Images and Text
  47. CVPR 2026Geometrically-Constrained Agent for Spatial Reasoning
  48. CVPR 2026GeoRelight Learning Joint Geometrical Relighting and Reconstruction with Flexible Multi-Modal
  49. CVPR 2026GMT Effective Global Framework for Multi-Camera Multi-Target Tracking
  50. CVPR 2026Granulon Awakening Pixel-Level Visual Encoders with Adaptive Multi-Granularity Semantics for

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查多智能体 RL在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "multi-agent-rl"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇多智能体 RL论文？
共 2,126 篇，按年份分别是 2023 年 311 篇、2024 年 373 篇、2025 年 574 篇、2026 年 868 篇。
NeurIPS 2026 有多少篇多智能体 RL论文？
NeurIPS 2026 有 319 篇多智能体 RL论文，上一届是 255 篇。
ICLR 2026 有多少篇多智能体 RL论文？
ICLR 2026 有 153 篇多智能体 RL论文，上一届是 91 篇。
ICML 2026 有多少篇多智能体 RL论文？
ICML 2026 有 224 篇多智能体 RL论文，上一届是 115 篇。
CVPR 2026 有多少篇多智能体 RL论文？
CVPR 2026 有 172 篇多智能体 RL论文，上一届是 113 篇。
哪个会议的多智能体 RL论文最多？
NeurIPS，2023–2026 年共 809 篇。

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